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Claim LD05-HQ-C03 (v1.0)

In Poland’s unemployment profiling system, formal profile changes were extremely rare—0.58% in the cited early-period data—while discretion persisted through interviewing, interpretation and data entry.

Provenance and status

Claim type
FACT (as printed: “FACT”)
Publication status
ELIGIBLE (QUALIFIED) (as printed: “ELIGIBLE WITH QUALIFIER”)
Verification state
CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
Does not license
Lifetime override rate or claim that discretion disappeared
Source (field 6, as printed)
Sztandar-Sztanderska & Zieleńska, “Changing social citizenship through information technology,” Social Work & Society 16(2), 2018
Source type (field 7)
PEER_REVIEWED_JOURNAL_ARTICLE (as printed: “Peer-reviewed article”)
Institutional position
Independent academic
Maturity (claim evidence / publication maturity)
RAPIDLY_MATURING (as printed: “RAPIDLY MATURING”)
Recorded date
2026-09-25
Currentness / correction
This is the current version. No correction or concern relation is recorded on its Sources.

Version

Pinned version v1.0 (entry LD05-HQ-C03--v1.0) — this page never floats to newer evidence.

This pinned version is also the current version.

Versions:v1.0 · current

Pinned Sources (field 6, version-specific)

Read the originals

All 25 canonical Claim fields (raw values and normalized values)
#Canonical fieldCanonical value (verbatim)Normalized (Claim Value Vocabulary v1.0.2)
1CLAIM IDLD05-HQ-C03—
2PUBLIC-FACING CLAIMIn Poland’s unemployment profiling system, formal profile changes were extremely rare—0.58% in the cited early-period data—while discretion persisted through interviewing, interpretation and data entry.—
3CLAIM TYPEFACTbase_types: FACT
4RESEARCH STRANDA — Street-level discretion and professional judgement—
5MATURITYRAPIDLY MATURINGstates: RAPIDLY_MATURING
6SOURCESztandar-Sztanderska & Zieleńska, “Changing social citizenship through information technology,” Social Work & Society 16(2), 2018source_ids: SRC-LD05-SZTANDAR-ZIELENSKA-2018
7SOURCE TYPEPeer-reviewed articleclasses: PEER_REVIEWED_JOURNAL_ARTICLE
8INSTITUTIONAL POSITIONIndependent academic—
9SCOPEPolish public employment services; early implementation period—
10DESIGNQualitative + official-statistics analysis—
11SAMPLE / DATASETMinistry profiling data + interviews—
12MODEL / TOOL / VERSIONRule-based profiling system—
13COMPARATORFormal override vs embedded frontline discretion—
14MAIN RESULT0.58% formal profile change; interpretation/data-entry discretion remained—
15INFERENTIAL TARGETEffective discretion under highly sticky algorithmic classification—
16DOES NOT LICENSELifetime override rate or claim that discretion disappeared—
17VERIFICATION STATECONTENT VERIFIEDstate: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN
18LIMITATIONSEarly-period figure; one national system—
19CONTRADICTORY / SUPPORTING SOURCESLater Poland follow-up/workaround literature—
20GEOGRAPHY / LANGUAGEPoland / Polish-English—
21DISTRIBUTIONAL LEDGERProfile category affected access to support; subgroup effects not fully adjudicated here—
22R01 / FIELD-MAP LINKSD5, D2, L-C—
23WHAT WOULD CHANGE THIS CLAIM?Later administrative data showing materially higher formal override—
24PUBLICATION STATUSELIGIBLE WITH QUALIFIERstate: ELIGIBLE · qualifiers: QUALIFIED
25RECORDED DATE2026-09-25—

Field 22 references resolved against Field Map v0.2: D5 (DOMAIN); D2 (DOMAIN); L-C (LENS)

Cited by Living Debate versions

Research-of-record provenance

Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 8af4e4b77a167c026a72145e85b8758f48aaeb4958c396ecb9ae85720448d3da.

Frozen Drive-derived inputs

  • R04 — LD-05 Canonical Claim Ledger v1.0 — LOCKED (v1.0) — Drive ID 1WkAv7jmWIrr1GBmYSv66jDc8m222Yd9z; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified ; block “ENTRY 03 — LD05-HQ-C03” SHA-256 c0a7d9aa8b5906cc8f31452916b23688c1c8abf8188c153718021cf15cdb1961; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixture fixtures/frozen/r04-ld05-claim-ledger-v1.0.

Builder decisions (not Drive data)

  • VERSION = v1.0 — basis: Claim version taken from the canonical ledger artifact version (R04 — LD-05 Canonical Claim Ledger v1.0); Implementation Architecture Selection §5
  • CURRENT_POINTER = true — basis: SocioLens — Programme Status & Authority Register v0.6 status for "R04 — LD-05 Canonical Claim Ledger v1.0 — LOCKED": "CURRENT."
  • FIELD_6_SOURCE_REFERENCE = SRC-LD05-SZTANDAR-ZIELENSKA-2018--v1.0 — basis: field 6 of ENTRY 03 — LD05-HQ-C03 cites "Sztandar-Sztanderska & Zieleńska, “Changing social citizenship through information technology,” Social Work & Society 16(2), 2018"; the frozen field-6 segment of this ClaimVersion's ledger block; Drive-derived identity authority (Issue #37 Source inventory): ledger C03 field 6/7/8; Batch 01 §1 "Primary source:"; KEY EVIDENCE.
  • SOURCE_PROVENANCE_PIN = SRC-LD05-SZTANDAR-ZIELENSKA-2018--v1.0 — basis: Issue #5 proof rendering (Architecture Proof Protocol v0.1 AP-08 / Amendment v1.2 §6): explicit version-pinned public provenance of this ClaimVersion — the pinned field-6 Source record.